Why Geometry's Tangent are difference from Tangent node?
Per your link:

Direction Type
The tangent direction can be derived from a cylindrical projection
around the X, Y, or Z axis (radial), or from a manually created UV
Map for full control.

Geometry -&gt; Tangent is giving you the same output as the Tangent node set to Radial Z.